Nikhil Gunti
Data Scientist II @ Amazon | Senior AI Engineer | Generative AI & LLM Specialist (RAG, Multi-Agent Systems) | MS in Data Science
- Role
- Data Scientist Ii at Amazon
- Location
- Bellevue, WA, US
- LinkedIn followers
- 500 followers
About Nikhil Gunti
Most LLM projects die somewhere between \"impressive demo\" and \"why is this hallucinating in front of customers?\" I specialize in bridging that gap.At Amazon, I architect GenAI systems that enterprise teams actually depend on:→ Multi-agent document review: 94% precision, 150+ users, iterated F1 from 0.19 → 0.81 → SmartResponder: 2 days → seconds response time for 3M payees → 1st place: GenAI Hackathon 2025 (beat 46 teams) → Published: Amazon ML Conference on VLM fine-tuning (+74% over baseline) → Shipped: 32 automated LLM processes,$100K+ annual savingsWhat I care about: • Evaluation frameworks that catch failures before users do • RAG pipelines with measurable retrieval accuracy • Production observability, not \"works on my machine\" • The unsexy work: chunking strategies, ground truth curation, ablation studiesCore stack: Multi-agent orchestration, RAG, LLM fine-tuning, AWS (Bedrock, SageMaker, Lambda), Python, PyTorchBackground: 7+ years in ML/AI. Computer vision → NLP → GenAI. MS in Data Science. Two peer-reviewed publications. I\'m currently exploring Senior AI/ML Engineer roles. If you\'re building production-grade GenAI systems, let’s connect!
Experience
Data Scientist Ii
Mar 2024 — Present · Bellevue, WA, US
Designing and implementing agentic workflows to enhance the efficiency of autonomous web agents using cutting-edge contextual AI models- Developing end-to-end ML pipelines and MLOps solutions for seamless web automation, streamlining multi-agent orchestration with improved decision-making heuristics- Leading initiatives to optimize latency and throughput for automated processes across business-critical applications.
Education
Narayana Junior College , Nallakunta
Intermediate Education, Physical Sciences
2011 — 2013
Oklahoma State University
Master's degree, Business Analytics and Data Science
2019 — 2021
Jawaharlal Nehru Technological University
Bachelor of Technology - BTech, Electrical, Electronics and Communications Engineering
2013 — 2017
Vignan high school,hanamkonda
Secondary school certificate , Secondary Education and Teaching
2007 — 2011
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